The Bring Your Own Orchestration capability in Amazon Nova Forge lets developers run custom reward logic within their own environments. This solves the common problem of reward hacking in multi-turn agentic tasks. A serverless option is now generally available. Practitioners can now isolate outcome definitions from the complexities of conversation state management.